Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 8387 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 192.0 B |
Variable types
| NUM | 23 |
|---|---|
| DATE | 1 |
High is highly correlated with Open and 5 other fields | High correlation |
Open is highly correlated with High and 5 other fields | High correlation |
Low is highly correlated with Open and 5 other fields | High correlation |
Close is highly correlated with Open and 5 other fields | High correlation |
ma_20 is highly correlated with Open and 5 other fields | High correlation |
Upper is highly correlated with Open and 5 other fields | High correlation |
Lower is highly correlated with Open and 5 other fields | High correlation |
dayofweek has 1679 (20.0%) zeros | Zeros |
Reproduction
| Analysis started | 2020-09-07 11:48:56.538571 |
|---|---|
| Analysis finished | 2020-09-07 11:50:02.272800 |
| Duration | 1 minute and 5.73 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
Date
Date
| Distinct | 354 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.5 KiB |
| Minimum | 2018-09-11 00:00:00 |
|---|---|
| Maximum | 2020-01-17 00:00:00 |
| Distinct | 676 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.409733054e-15 |
|---|---|
| Minimum | -2.153796501 |
| Maximum | 3.146575 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.153796501 |
|---|---|
| 5-th percentile | -1.42629453 |
| Q1 | -0.7565308112 |
| median | -0.09254091736 |
| Q3 | 0.6696040043 |
| 95-th percentile | 1.847464338 |
| Maximum | 3.146575 |
| Range | 5.300371501 |
| Interquartile range (IQR) | 1.426134816 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -7.093964482e+14 |
| Kurtosis | 0.04742061262 |
| Mean | -1.409733054e-15 |
| Median Absolute Deviation (MAD) | 0.7217281455 |
| Skewness | 0.488550896 |
| Sum | -1.182343112e-11 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.6696040043 | 40 | 0.5% | |
| 0.658056354 | 40 | 0.5% | |
| -0.2311127213 | 40 | 0.5% | |
| -0.2888509729 | 39 | 0.5% | |
| -0.2080174206 | 39 | 0.5% | |
| -0.2657556723 | 39 | 0.5% | |
| -0.9470670417 | 35 | 0.4% | |
| -0.6872449093 | 34 | 0.4% | |
| -0.9874838178 | 33 | 0.4% | |
| -0.993257643 | 33 | 0.4% | |
| Other values (666) | 8015 | 95.6% |
| Value | Count | Frequency (%) | |
| -2.153796501 | 1 | < 0.1% | |
| -2.136475025 | 1 | < 0.1% | |
| -2.11915355 | 1 | < 0.1% | |
| -2.113379725 | 2 | < 0.1% | |
| -2.1076059 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.146575 | 1 | < 0.1% | |
| 3.100384398 | 1 | < 0.1% | |
| 3.088836748 | 1 | < 0.1% | |
| 3.077289098 | 2 | < 0.1% | |
| 3.065741447 | 1 | < 0.1% |
| Distinct | 676 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.538506746e-15 |
|---|---|
| Minimum | -2.130511098 |
| Maximum | 3.189822406 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.130511098 |
|---|---|
| 5-th percentile | -1.438810101 |
| Q1 | -0.7557553658 |
| median | -0.09575733102 |
| Q3 | 0.6651137659 |
| 95-th percentile | 1.835241286 |
| Maximum | 3.189822406 |
| Range | 5.320333503 |
| Interquartile range (IQR) | 1.420869132 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 6.50019653e+14 |
| Kurtosis | 0.04486683442 |
| Mean | 1.538506746e-15 |
| Median Absolute Deviation (MAD) | 0.7205218721 |
| Skewness | 0.4906018492 |
| Sum | 1.290345608e-11 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.2283333555 | 39 | 0.5% | |
| -0.2917392802 | 39 | 0.5% | |
| 0.6478212409 | 38 | 0.5% | |
| -0.2629184053 | 37 | 0.4% | |
| 0.6766421158 | 36 | 0.4% | |
| -0.9949686274 | 36 | 0.4% | |
| 0.4921885166 | 35 | 0.4% | |
| 0.636292891 | 35 | 0.4% | |
| 0.6651137659 | 35 | 0.4% | |
| -1.006496977 | 34 | 0.4% | |
| Other values (666) | 8023 | 95.7% |
| Value | Count | Frequency (%) | |
| -2.130511098 | 1 | < 0.1% | |
| -2.124746923 | 2 | < 0.1% | |
| -2.107454398 | 1 | < 0.1% | |
| -2.101690223 | 1 | < 0.1% | |
| -2.095926048 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.189822406 | 1 | < 0.1% | |
| 3.109123956 | 2 | < 0.1% | |
| 3.091831431 | 1 | < 0.1% | |
| 3.086067256 | 1 | < 0.1% | |
| 3.080303081 | 1 | < 0.1% |
| Distinct | 664 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.77016621e-15 |
|---|---|
| Minimum | -2.132278094 |
| Maximum | 3.080963296 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.132278094 |
|---|---|
| 5-th percentile | -1.437179242 |
| Q1 | -0.7594578616 |
| median | -0.09332146177 |
| Q3 | 0.6712872755 |
| 95-th percentile | 1.858747814 |
| Maximum | 3.080963296 |
| Range | 5.21324139 |
| Interquartile range (IQR) | 1.430745137 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 1.140297227e+14 |
| Kurtosis | 0.05442970419 |
| Mean | 8.77016621e-15 |
| Median Absolute Deviation (MAD) | 0.7240613042 |
| Skewness | 0.4868630383 |
| Sum | 7.355538401e-11 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.6609855243 | 48 | 0.6% | |
| -0.20337878 | 43 | 0.5% | |
| 0.6712872755 | 42 | 0.5% | |
| -0.243926213 | 39 | 0.5% | |
| -0.1975862896 | 38 | 0.5% | |
| 0.6828722563 | 36 | 0.4% | |
| -0.2670961748 | 36 | 0.4% | |
| 0.6886647468 | 35 | 0.4% | |
| -0.9216475938 | 35 | 0.4% | |
| 0.7118347085 | 35 | 0.4% | |
| Other values (654) | 8000 | 95.4% |
| Value | Count | Frequency (%) | |
| -2.132278094 | 2 | < 0.1% | |
| -2.114900623 | 1 | < 0.1% | |
| -2.103315642 | 2 | < 0.1% | |
| -2.097523152 | 3 | < 0.1% | |
| -2.091730661 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.080963296 | 1 | < 0.1% | |
| 3.075170805 | 1 | < 0.1% | |
| 3.063585825 | 3 | < 0.1% | |
| 3.057793334 | 8 | 0.1% | |
| 3.052000844 | 3 | < 0.1% |
| Distinct | 672 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.585949686e-15 |
|---|---|
| Minimum | -2.154256316 |
| Maximum | 3.147777207 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.154256316 |
|---|---|
| 5-th percentile | -1.438077496 |
| Q1 | -0.7565524895 |
| median | -0.09235439037 |
| Q3 | 0.6584782435 |
| 95-th percentile | 1.836707915 |
| Maximum | 3.147777207 |
| Range | 5.302033522 |
| Interquartile range (IQR) | 1.415030733 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 6.305746207e+14 |
| Kurtosis | 0.04662891319 |
| Mean | 1.585949686e-15 |
| Median Absolute Deviation (MAD) | 0.7219544556 |
| Skewness | 0.4880654274 |
| Sum | 1.330136001e-11 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.2309696458 | 42 | 0.5% | |
| 0.6584782435 | 41 | 0.5% | |
| -0.2078671033 | 41 | 0.5% | |
| -0.2887260023 | 41 | 0.5% | |
| -0.9355971945 | 37 | 0.4% | |
| -0.5832834202 | 36 | 0.4% | |
| 0.3177157404 | 35 | 0.4% | |
| -1.022231729 | 34 | 0.4% | |
| -0.2656234597 | 34 | 0.4% | |
| 0.6700295148 | 33 | 0.4% | |
| Other values (662) | 8013 | 95.5% |
| Value | Count | Frequency (%) | |
| -2.154256316 | 1 | < 0.1% | |
| -2.125378137 | 1 | < 0.1% | |
| -2.119602502 | 2 | < 0.1% | |
| -2.10805123 | 2 | < 0.1% | |
| -2.102275595 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.147777207 | 1 | < 0.1% | |
| 3.101572121 | 1 | < 0.1% | |
| 3.09002085 | 1 | < 0.1% | |
| 3.078469579 | 2 | < 0.1% | |
| 3.066918307 | 1 | < 0.1% |
ret
Real number (ℝ)
| Distinct | 4964 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.777562759e-18 |
|---|---|
| Minimum | -10.44826283 |
| Maximum | 11.38529523 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -10.44826283 |
|---|---|
| 5-th percentile | -1.480012176 |
| Q1 | -0.4819865235 |
| median | 0.004128539291 |
| Q3 | 0.4839262741 |
| 95-th percentile | 1.463947445 |
| Maximum | 11.38529523 |
| Range | 21.83355806 |
| Interquartile range (IQR) | 0.9659127976 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -1.475544612e+17 |
| Kurtosis | 11.75671849 |
| Mean | -6.777562759e-18 |
| Median Absolute Deviation (MAD) | 0.4844141703 |
| Skewness | 0.2193603867 |
| Sum | -5.684341886e-14 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.004128539291 | 895 | 10.7% | |
| 0.1276634459 | 8 | 0.1% | |
| -0.2440707613 | 8 | 0.1% | |
| 0.1261392645 | 7 | 0.1% | |
| -0.1192412432 | 7 | 0.1% | |
| -0.2393350497 | 7 | 0.1% | |
| 0.1290343223 | 6 | 0.1% | |
| -0.2417128349 | 6 | 0.1% | |
| 0.1275203128 | 6 | 0.1% | |
| -0.2443826255 | 6 | 0.1% | |
| Other values (4954) | 7431 | 88.6% |
| Value | Count | Frequency (%) | |
| -10.44826283 | 1 | < 0.1% | |
| -7.502321249 | 1 | < 0.1% | |
| -7.431317633 | 1 | < 0.1% | |
| -7.151654452 | 1 | < 0.1% | |
| -6.840101715 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.38529523 | 1 | < 0.1% | |
| 9.99755876 | 1 | < 0.1% | |
| 8.48879838 | 1 | < 0.1% | |
| 7.730980863 | 1 | < 0.1% | |
| 7.007916636 | 1 | < 0.1% |
ma_8
Real number (ℝ)
| Distinct | 8282 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.117988362e-18 |
|---|---|
| Minimum | -5.76764815 |
| Maximum | 5.715658449 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -5.76764815 |
|---|---|
| 5-th percentile | -1.677682937 |
| Q1 | -0.5188040469 |
| median | 0.0121924344 |
| Q3 | 0.5120333497 |
| 95-th percentile | 1.657711289 |
| Maximum | 5.715658449 |
| Range | 11.4833066 |
| Interquartile range (IQR) | 1.030837397 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 4.721742759e+17 |
| Kurtosis | 2.273126321 |
| Mean | 2.117988362e-18 |
| Median Absolute Deviation (MAD) | 0.5062983162 |
| Skewness | -0.004268779269 |
| Sum | 1.776356839e-14 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.4722370937 | 3 | < 0.1% | |
| 0.3313435706 | 3 | < 0.1% | |
| 0.05671415601 | 3 | < 0.1% | |
| 0.3717532113 | 3 | < 0.1% | |
| 0.05692182324 | 3 | < 0.1% | |
| 0.2721031542 | 2 | < 0.1% | |
| 0.6309675705 | 2 | < 0.1% | |
| 1.896735925 | 2 | < 0.1% | |
| 0.2375064773 | 2 | < 0.1% | |
| -0.4034572504 | 2 | < 0.1% | |
| Other values (8272) | 8362 | 99.7% |
| Value | Count | Frequency (%) | |
| -5.76764815 | 1 | < 0.1% | |
| -5.629932856 | 1 | < 0.1% | |
| -5.454024873 | 1 | < 0.1% | |
| -5.188484693 | 1 | < 0.1% | |
| -4.695816592 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5.715658449 | 1 | < 0.1% | |
| 4.703443406 | 1 | < 0.1% | |
| 4.472635377 | 1 | < 0.1% | |
| 4.431233581 | 1 | < 0.1% | |
| 4.365151791 | 1 | < 0.1% |
sd_8
Real number (ℝ)
| Distinct | 8283 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.507698221e-16 |
|---|---|
| Minimum | -1.4686297 |
| Maximum | 8.937716344 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -1.4686297 |
|---|---|
| 5-th percentile | -1.03907792 |
| Q1 | -0.6730142976 |
| median | -0.2639296881 |
| Q3 | 0.3911023256 |
| 95-th percentile | 1.902097371 |
| Maximum | 8.937716344 |
| Range | 10.40634604 |
| Interquartile range (IQR) | 1.064116623 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -3.987958412e+15 |
| Kurtosis | 8.014245414 |
| Mean | -2.507698221e-16 |
| Median Absolute Deviation (MAD) | 0.4846094203 |
| Skewness | 2.110383258 |
| Sum | -2.103206498e-12 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.5110483766 | 3 | < 0.1% | |
| -1.050890228 | 3 | < 0.1% | |
| -1.444055173 | 3 | < 0.1% | |
| -0.5162578724 | 3 | < 0.1% | |
| -1.13303388 | 3 | < 0.1% | |
| -0.02922460437 | 2 | < 0.1% | |
| -0.7969745932 | 2 | < 0.1% | |
| -0.9902262739 | 2 | < 0.1% | |
| 0.3573864847 | 2 | < 0.1% | |
| -0.2625282227 | 2 | < 0.1% | |
| Other values (8273) | 8362 | 99.7% |
| Value | Count | Frequency (%) | |
| -1.4686297 | 1 | < 0.1% | |
| -1.444055173 | 3 | < 0.1% | |
| -1.398996735 | 1 | < 0.1% | |
| -1.381043005 | 1 | < 0.1% | |
| -1.381037015 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8.937716344 | 1 | < 0.1% | |
| 8.928097174 | 1 | < 0.1% | |
| 8.892047191 | 1 | < 0.1% | |
| 8.883035078 | 1 | < 0.1% | |
| 8.191964399 | 1 | < 0.1% |
ma_40
Real number (ℝ)
| Distinct | 8278 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.609671155e-17 |
|---|---|
| Minimum | -3.32724308 |
| Maximum | 3.459528645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -3.32724308 |
|---|---|
| 5-th percentile | -1.584397282 |
| Q1 | -0.6982963922 |
| median | -0.0339291794 |
| Q3 | 0.6375402412 |
| 95-th percentile | 1.735802112 |
| Maximum | 3.459528645 |
| Range | 6.786771725 |
| Interquartile range (IQR) | 1.335836633 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -6.21281942e+16 |
| Kurtosis | -0.06995104405 |
| Mean | -1.609671155e-17 |
| Median Absolute Deviation (MAD) | 0.6686436464 |
| Skewness | 0.1498037143 |
| Sum | -1.350031198e-13 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.01498620705 | 4 | < 0.1% | |
| 0.6070284943 | 3 | < 0.1% | |
| -1.064078571 | 3 | < 0.1% | |
| -0.6992337937 | 3 | < 0.1% | |
| -0.2802659965 | 2 | < 0.1% | |
| -1.01896229 | 2 | < 0.1% | |
| -1.014733384 | 2 | < 0.1% | |
| -0.0979070035 | 2 | < 0.1% | |
| -0.3914795033 | 2 | < 0.1% | |
| -0.6062527351 | 2 | < 0.1% | |
| Other values (8268) | 8362 | 99.7% |
| Value | Count | Frequency (%) | |
| -3.32724308 | 1 | < 0.1% | |
| -3.290312493 | 1 | < 0.1% | |
| -3.054595474 | 1 | < 0.1% | |
| -2.976063356 | 1 | < 0.1% | |
| -2.906412807 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.459528645 | 1 | < 0.1% | |
| 3.248644838 | 1 | < 0.1% | |
| 3.21477805 | 1 | < 0.1% | |
| 3.127600919 | 1 | < 0.1% | |
| 3.087068601 | 1 | < 0.1% |
sd_40
Real number (ℝ)
| Distinct | 8278 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0 |
|---|---|
| Minimum | -2.03682826 |
| Maximum | 4.921176182 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.03682826 |
|---|---|
| 5-th percentile | -1.298651668 |
| Q1 | -0.7553673781 |
| median | -0.1249067184 |
| Q3 | 0.5663517195 |
| 95-th percentile | 1.85948978 |
| Maximum | 4.921176182 |
| Range | 6.958004443 |
| Interquartile range (IQR) | 1.321719098 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | 2.00011977 |
| Mean | 0 |
| Median Absolute Deviation (MAD) | 0.6611275089 |
| Skewness | 1.054845576 |
| Sum | 0 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.4511768842 | 4 | < 0.1% | |
| -0.5868145789 | 3 | < 0.1% | |
| -0.7807803152 | 3 | < 0.1% | |
| -0.5805118256 | 3 | < 0.1% | |
| -0.8247460898 | 2 | < 0.1% | |
| -1.138974701 | 2 | < 0.1% | |
| -1.498278125 | 2 | < 0.1% | |
| 0.4055238701 | 2 | < 0.1% | |
| -0.04023100505 | 2 | < 0.1% | |
| -0.4041513711 | 2 | < 0.1% | |
| Other values (8268) | 8362 | 99.7% |
| Value | Count | Frequency (%) | |
| -2.03682826 | 1 | < 0.1% | |
| -2.029334052 | 1 | < 0.1% | |
| -2.028392034 | 1 | < 0.1% | |
| -2.002756481 | 1 | < 0.1% | |
| -1.998774685 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4.921176182 | 1 | < 0.1% | |
| 4.909345252 | 1 | < 0.1% | |
| 4.908864196 | 1 | < 0.1% | |
| 4.90844523 | 1 | < 0.1% | |
| 4.907949554 | 1 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.991057589 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 1679 |
| Zeros (%) | 20.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.407550477 |
|---|---|
| Coefficient of variation (CV) | 0.7069360949 |
| Kurtosis | -1.288909253 |
| Mean | 1.991057589 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.003281552734 |
| Sum | 16699 |
| Variance | 1.981198345 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 1701 | 20.3% | |
| 2 | 1699 | 20.3% | |
| 0 | 1679 | 20.0% | |
| 1 | 1678 | 20.0% | |
| 4 | 1630 | 19.4% |
| Value | Count | Frequency (%) | |
| 0 | 1679 | 20.0% | |
| 1 | 1678 | 20.0% | |
| 2 | 1699 | 20.3% | |
| 3 | 1701 | 20.3% | |
| 4 | 1630 | 19.4% |
| Value | Count | Frequency (%) | |
| 4 | 1630 | 19.4% | |
| 3 | 1701 | 20.3% | |
| 2 | 1699 | 20.3% | |
| 1 | 1678 | 20.0% | |
| 0 | 1679 | 20.0% |
ret_1
Real number (ℝ)
| Distinct | 4964 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.382736908e-18 |
|---|---|
| Minimum | -10.44848881 |
| Maximum | 11.38526697 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -10.44848881 |
|---|---|
| 5-th percentile | -1.480156939 |
| Q1 | -0.4821222481 |
| median | 0.003997216819 |
| Q3 | 0.4837992966 |
| 95-th percentile | 1.463829343 |
| Maximum | 11.38526697 |
| Range | 21.83375578 |
| Interquartile range (IQR) | 0.9659215447 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -4.197104675e+17 |
| Kurtosis | 11.75712668 |
| Mean | -2.382736908e-18 |
| Median Absolute Deviation (MAD) | 0.4843338241 |
| Skewness | 0.2190139332 |
| Sum | -1.998401444e-14 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.003997216819 | 895 | 10.7% | |
| -0.2442043314 | 8 | 0.1% | |
| 0.1275332422 | 8 | 0.1% | |
| -0.1193736828 | 7 | 0.1% | |
| -0.2394685769 | 7 | 0.1% | |
| 0.1260090469 | 7 | 0.1% | |
| 0.3789547602 | 6 | 0.1% | |
| 0.2553074793 | 6 | 0.1% | |
| 0.4910572823 | 6 | 0.1% | |
| -0.4827631721 | 6 | 0.1% | |
| Other values (4954) | 7431 | 88.6% |
| Value | Count | Frequency (%) | |
| -10.44848881 | 1 | < 0.1% | |
| -7.502520548 | 1 | < 0.1% | |
| -7.431516289 | 1 | < 0.1% | |
| -7.151850576 | 1 | < 0.1% | |
| -6.840295017 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.38526697 | 1 | < 0.1% | |
| 9.997517935 | 1 | < 0.1% | |
| 8.488743892 | 1 | < 0.1% | |
| 7.730919512 | 1 | < 0.1% | |
| 7.007848738 | 1 | < 0.1% |
ret_2
Real number (ℝ)
| Distinct | 4965 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.594535744e-18 |
|---|---|
| Minimum | -10.4483594 |
| Maximum | 11.3851828 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -10.4483594 |
|---|---|
| 5-th percentile | -1.480115257 |
| Q1 | -0.4820903297 |
| median | 0.004024379961 |
| Q3 | 0.4838217663 |
| 95-th percentile | 1.463842225 |
| Maximum | 11.3851828 |
| Range | 21.8335422 |
| Interquartile range (IQR) | 0.965912096 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 3.854483885e+17 |
| Kurtosis | 11.75657864 |
| Mean | 2.594535744e-18 |
| Median Absolute Deviation (MAD) | 0.4843290863 |
| Skewness | 0.2190782178 |
| Sum | 2.176037128e-14 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.004024379961 | 895 | 10.7% | |
| 0.1275591969 | 8 | 0.1% | |
| -0.2441747404 | 8 | 0.1% | |
| -0.2394390322 | 7 | 0.1% | |
| 0.1260350165 | 7 | 0.1% | |
| -0.1193453129 | 7 | 0.1% | |
| -0.2418168157 | 6 | 0.1% | |
| 0.3742984354 | 6 | 0.1% | |
| 0.1289188042 | 6 | 0.1% | |
| 0.1264666452 | 6 | 0.1% | |
| Other values (4955) | 7431 | 88.6% |
| Value | Count | Frequency (%) | |
| -10.4483594 | 1 | < 0.1% | |
| -7.502419955 | 1 | < 0.1% | |
| -7.431416391 | 1 | < 0.1% | |
| -7.151753414 | 1 | < 0.1% | |
| -6.840200903 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.3851828 | 1 | < 0.1% | |
| 9.997447341 | 1 | < 0.1% | |
| 8.488688057 | 1 | < 0.1% | |
| 7.73087109 | 1 | < 0.1% | |
| 7.007807389 | 1 | < 0.1% |
ret_3
Real number (ℝ)
| Distinct | 4966 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.400870324e-18 |
|---|---|
| Minimum | -10.44826255 |
| Maximum | 11.38513541 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -10.44826255 |
|---|---|
| 5-th percentile | -1.480077654 |
| Q1 | -0.4820593199 |
| median | 0.004052178474 |
| Q3 | 0.4838463952 |
| 95-th percentile | 1.46386038 |
| Maximum | 11.38513541 |
| Range | 21.83339796 |
| Interquartile range (IQR) | 0.965905715 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 1.851663827e+17 |
| Kurtosis | 11.75621493 |
| Mean | 5.400870324e-18 |
| Median Absolute Deviation (MAD) | 0.4843258867 |
| Skewness | 0.2191522807 |
| Sum | 4.52970994e-14 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.004052178474 | 895 | 10.7% | |
| -0.2441453022 | 8 | 0.1% | |
| 0.1275861793 | 8 | 0.1% | |
| -0.1193166994 | 7 | 0.1% | |
| 0.126062009 | 7 | 0.1% | |
| -0.2394096253 | 7 | 0.1% | |
| 0.2539520967 | 6 | 0.1% | |
| -0.4827002333 | 6 | 0.1% | |
| -0.3727360499 | 6 | 0.1% | |
| 0.1277075507 | 6 | 0.1% | |
| Other values (4956) | 7431 | 88.6% |
| Value | Count | Frequency (%) | |
| -10.44826255 | 1 | < 0.1% | |
| -7.502342568 | 1 | < 0.1% | |
| -7.431339473 | 1 | < 0.1% | |
| -7.151678343 | 1 | < 0.1% | |
| -6.84012789 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.38513541 | 1 | < 0.1% | |
| 9.997409121 | 1 | < 0.1% | |
| 8.488659805 | 1 | < 0.1% | |
| 7.730847844 | 1 | < 0.1% | |
| 7.00778892 | 1 | < 0.1% |
ret_4
Real number (ℝ)
| Distinct | 4966 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.071083125e-18 |
|---|---|
| Minimum | -10.44828459 |
| Maximum | 11.38528244 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -10.44828459 |
|---|---|
| 5-th percentile | -1.480030253 |
| Q1 | -0.4820041899 |
| median | 0.004111072677 |
| Q3 | 0.4839090047 |
| 95-th percentile | 1.463930578 |
| Maximum | 11.38528244 |
| Range | 21.83356703 |
| Interquartile range (IQR) | 0.9659131946 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 3.256374317e+17 |
| Kurtosis | 11.75672124 |
| Mean | 3.071083125e-18 |
| Median Absolute Deviation (MAD) | 0.4843296371 |
| Skewness | 0.2193273495 |
| Sum | 2.575717417e-14 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.004111072677 | 895 | 10.7% | |
| 0.1276460301 | 8 | 0.1% | |
| -0.2440883299 | 8 | 0.1% | |
| -0.2393526164 | 7 | 0.1% | |
| 0.126121848 | 7 | 0.1% | |
| -0.1192587605 | 7 | 0.1% | |
| -0.1201557138 | 6 | 0.1% | |
| -0.4826451083 | 6 | 0.1% | |
| 0.1275469025 | 6 | 0.1% | |
| 0.1275028969 | 6 | 0.1% | |
| Other values (4956) | 7431 | 88.6% |
| Value | Count | Frequency (%) | |
| -10.44828459 | 1 | < 0.1% | |
| -7.5023418 | 1 | < 0.1% | |
| -7.431338155 | 1 | < 0.1% | |
| -7.15167486 | 1 | < 0.1% | |
| -6.840121994 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.38528244 | 1 | < 0.1% | |
| 9.9975454 | 1 | < 0.1% | |
| 8.4887844 | 1 | < 0.1% | |
| 7.730966571 | 1 | < 0.1% | |
| 7.007902048 | 1 | < 0.1% |
ret_5
Real number (ℝ)
| Distinct | 4966 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.031857455e-17 |
|---|---|
| Minimum | -10.44817423 |
| Maximum | 11.38531357 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -10.44817423 |
|---|---|
| 5-th percentile | -1.479952433 |
| Q1 | -0.4819299915 |
| median | 0.004183507184 |
| Q3 | 0.4839796982 |
| 95-th percentile | 1.463997716 |
| Maximum | 11.38531357 |
| Range | 21.83348781 |
| Interquartile range (IQR) | 0.9659096897 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -9.691838891e+16 |
| Kurtosis | 11.75657204 |
| Mean | -1.031857455e-17 |
| Median Absolute Deviation (MAD) | 0.4843278797 |
| Skewness | 0.2195351144 |
| Sum | -8.654188477e-14 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.004183507184 | 895 | 10.7% | |
| 0.1277180163 | 8 | 0.1% | |
| -0.2440149948 | 8 | 0.1% | |
| -0.1191858783 | 7 | 0.1% | |
| 0.1261938398 | 7 | 0.1% | |
| -0.2392792984 | 7 | 0.1% | |
| 0.2475393244 | 6 | 0.1% | |
| 0.1278393882 | 6 | 0.1% | |
| 0.1290888883 | 6 | 0.1% | |
| 0.1276188892 | 6 | 0.1% | |
| Other values (4956) | 7431 | 88.6% |
| Value | Count | Frequency (%) | |
| -10.44817423 | 1 | < 0.1% | |
| -7.502242128 | 1 | < 0.1% | |
| -7.431238741 | 1 | < 0.1% | |
| -7.15157646 | 1 | < 0.1% | |
| -6.840024725 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.38531357 | 1 | < 0.1% | |
| 9.997581572 | 1 | < 0.1% | |
| 8.488826047 | 1 | < 0.1% | |
| 7.731010968 | 1 | < 0.1% | |
| 7.007949069 | 1 | < 0.1% |
ret_6
Real number (ℝ)
| Distinct | 4967 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.202707897e-17 |
|---|---|
| Minimum | -10.44813518 |
| Maximum | 11.38518179 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -10.44813518 |
|---|---|
| 5-th percentile | -1.479983555 |
| Q1 | -0.4819689222 |
| median | 0.004140772942 |
| Q3 | 0.4839332099 |
| 95-th percentile | 1.46394356 |
| Maximum | 11.38518179 |
| Range | 21.83331697 |
| Interquartile range (IQR) | 0.9659021322 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -4.540137269e+16 |
| Kurtosis | 11.75607473 |
| Mean | -2.202707897e-17 |
| Median Absolute Deviation (MAD) | 0.4843240902 |
| Skewness | 0.2194075061 |
| Sum | -1.847411113e-13 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.004140772942 | 894 | 10.7% | |
| -0.2440557871 | 8 | 0.1% | |
| 0.1276743155 | 8 | 0.1% | |
| -0.1192276473 | 7 | 0.1% | |
| -0.2393201278 | 7 | 0.1% | |
| 0.1261501509 | 7 | 0.1% | |
| -0.4826098333 | 6 | 0.1% | |
| 0.127531184 | 6 | 0.1% | |
| 0.2554459847 | 6 | 0.1% | |
| -0.2443676478 | 6 | 0.1% | |
| Other values (4957) | 7432 | 88.6% |
| Value | Count | Frequency (%) | |
| -10.44813518 | 1 | < 0.1% | |
| -7.50222613 | 1 | < 0.1% | |
| -7.431223298 | 1 | < 0.1% | |
| -7.151563206 | 1 | < 0.1% | |
| -6.840013908 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.38518179 | 1 | < 0.1% | |
| 9.997460647 | 1 | < 0.1% | |
| 8.488716927 | 1 | < 0.1% | |
| 7.730907777 | 1 | < 0.1% | |
| 7.007851535 | 1 | < 0.1% |
ret_7
Real number (ℝ)
| Distinct | 4966 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.706479634e-18 |
|---|---|
| Minimum | -10.4481397 |
| Maximum | 11.38518402 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -10.4481397 |
|---|---|
| 5-th percentile | -1.479985299 |
| Q1 | -0.4819703585 |
| median | 0.004139486865 |
| Q3 | 0.4839320721 |
| 95-th percentile | 1.463942725 |
| Maximum | 11.38518402 |
| Range | 21.83332372 |
| Interquartile range (IQR) | 0.9659024305 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 2.69813872e+17 |
| Kurtosis | 11.75609176 |
| Mean | 3.706479634e-18 |
| Median Absolute Deviation (MAD) | 0.4843242398 |
| Skewness | 0.2194040691 |
| Sum | 3.108624469e-14 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.004139486865 | 894 | 10.7% | |
| 0.1276730676 | 8 | 0.1% | |
| -0.2440571498 | 8 | 0.1% | |
| 0.1261489025 | 7 | 0.1% | |
| -0.239321489 | 7 | 0.1% | |
| -0.1192289715 | 7 | 0.1% | |
| -0.4826112698 | 6 | 0.1% | |
| 0.1290439293 | 6 | 0.1% | |
| -0.1207086365 | 6 | 0.1% | |
| 0.2474934752 | 6 | 0.1% | |
| Other values (4956) | 7432 | 88.6% |
| Value | Count | Frequency (%) | |
| -10.4481397 | 1 | < 0.1% | |
| -7.502229735 | 1 | < 0.1% | |
| -7.431226881 | 1 | < 0.1% | |
| -7.151566702 | 1 | < 0.1% | |
| -6.840017309 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.38518402 | 1 | < 0.1% | |
| 9.997462448 | 1 | < 0.1% | |
| 8.488718262 | 1 | < 0.1% | |
| 7.730908878 | 1 | < 0.1% | |
| 7.007852412 | 1 | < 0.1% |
| Distinct | 7849 |
|---|---|
| Distinct (%) | 93.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.744293931e-16 |
|---|---|
| Minimum | -2.085143118 |
| Maximum | 3.020986675 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.085143118 |
|---|---|
| 5-th percentile | -1.430611972 |
| Q1 | -0.7493800271 |
| median | -0.09198498117 |
| Q3 | 0.6724446817 |
| 95-th percentile | 1.847569063 |
| Maximum | 3.020986675 |
| Range | 5.106129794 |
| Interquartile range (IQR) | 1.421824709 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -2.107920875e+15 |
| Kurtosis | 0.02883664014 |
| Mean | -4.744293931e-16 |
| Median Absolute Deviation (MAD) | 0.728124678 |
| Skewness | 0.4841807455 |
| Sum | -3.97903932e-12 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.504805329 | 4 | < 0.1% | |
| -0.9748759296 | 4 | < 0.1% | |
| -0.6103796665 | 4 | < 0.1% | |
| -0.2962186016 | 4 | < 0.1% | |
| 0.8369019243 | 4 | < 0.1% | |
| -1.225105507 | 4 | < 0.1% | |
| -0.9132587042 | 4 | < 0.1% | |
| -0.2991114291 | 3 | < 0.1% | |
| -0.06276742357 | 3 | < 0.1% | |
| 0.2982574466 | 3 | < 0.1% | |
| Other values (7839) | 8350 | 99.6% |
| Value | Count | Frequency (%) | |
| -2.085143118 | 1 | < 0.1% | |
| -2.082250291 | 1 | < 0.1% | |
| -2.081382443 | 1 | < 0.1% | |
| -2.079646746 | 1 | < 0.1% | |
| -2.07791105 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.020986675 | 1 | < 0.1% | |
| 3.020118827 | 1 | < 0.1% | |
| 3.015490303 | 1 | < 0.1% | |
| 3.01404389 | 1 | < 0.1% | |
| 3.01201891 | 1 | < 0.1% |
20dSTD
Real number (ℝ)
| Distinct | 8213 |
|---|---|
| Distinct (%) | 97.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.591489276e-17 |
|---|---|
| Minimum | -1.425641782 |
| Maximum | 5.672104837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -1.425641782 |
|---|---|
| 5-th percentile | -1.088206438 |
| Q1 | -0.7204949506 |
| median | -0.2937861157 |
| Q3 | 0.4539405692 |
| 95-th percentile | 2.045679207 |
| Maximum | 5.672104837 |
| Range | 7.097746619 |
| Interquartile range (IQR) | 1.17443552 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 1.788538924e+16 |
| Kurtosis | 2.52935343 |
| Mean | 5.591489276e-17 |
| Median Absolute Deviation (MAD) | 0.5341059506 |
| Skewness | 1.457634365 |
| Sum | 4.689582056e-13 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.3908690579 | 4 | < 0.1% | |
| -1.128514578 | 3 | < 0.1% | |
| -0.3982972384 | 3 | < 0.1% | |
| 0.5798622063 | 3 | < 0.1% | |
| -0.2138975718 | 3 | < 0.1% | |
| -0.9190354934 | 3 | < 0.1% | |
| -1.280645606 | 3 | < 0.1% | |
| -0.5671712081 | 2 | < 0.1% | |
| 0.04533670149 | 2 | < 0.1% | |
| -0.3975793647 | 2 | < 0.1% | |
| Other values (8203) | 8359 | 99.7% |
| Value | Count | Frequency (%) | |
| -1.425641782 | 1 | < 0.1% | |
| -1.381772868 | 1 | < 0.1% | |
| -1.378124213 | 1 | < 0.1% | |
| -1.377159215 | 1 | < 0.1% | |
| -1.375239057 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5.672104837 | 1 | < 0.1% | |
| 5.628862712 | 1 | < 0.1% | |
| 5.479899577 | 1 | < 0.1% | |
| 5.359923338 | 1 | < 0.1% | |
| 5.233684757 | 1 | < 0.1% |
| Distinct | 8206 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.658469607e-14 |
|---|---|
| Minimum | -2.103092568 |
| Maximum | 3.025054212 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.103092568 |
|---|---|
| 5-th percentile | -1.454204544 |
| Q1 | -0.7574016397 |
| median | -0.09032291471 |
| Q3 | 0.6727838392 |
| 95-th percentile | 1.815531149 |
| Maximum | 3.025054212 |
| Range | 5.128146781 |
| Interquartile range (IQR) | 1.430185479 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -6.030014762e+13 |
| Kurtosis | -0.02420993893 |
| Mean | -1.658469607e-14 |
| Median Absolute Deviation (MAD) | 0.7211270754 |
| Skewness | 0.4943541952 |
| Sum | -1.39095846e-10 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.3220537188 | 4 | < 0.1% | |
| -0.325227384 | 3 | < 0.1% | |
| 0.7369339711 | 3 | < 0.1% | |
| -0.1711567045 | 3 | < 0.1% | |
| -0.628288695 | 3 | < 0.1% | |
| -1.037354619 | 3 | < 0.1% | |
| -0.7983000522 | 3 | < 0.1% | |
| -0.2865650327 | 3 | < 0.1% | |
| -0.6660205986 | 3 | < 0.1% | |
| -1.431172014 | 2 | < 0.1% | |
| Other values (8196) | 8357 | 99.6% |
| Value | Count | Frequency (%) | |
| -2.103092568 | 1 | < 0.1% | |
| -2.102611348 | 1 | < 0.1% | |
| -2.094871338 | 1 | < 0.1% | |
| -2.088518869 | 1 | < 0.1% | |
| -2.087715633 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.025054212 | 1 | < 0.1% | |
| 3.023674518 | 1 | < 0.1% | |
| 3.017579699 | 1 | < 0.1% | |
| 3.017210152 | 1 | < 0.1% | |
| 3.011796582 | 1 | < 0.1% |
| Distinct | 8206 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.260007687e-15 |
|---|---|
| Minimum | -2.159123333 |
| Maximum | 3.130761486 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.159123333 |
|---|---|
| 5-th percentile | -1.459010764 |
| Q1 | -0.7494610648 |
| median | -0.08663655763 |
| Q3 | 0.6738320152 |
| 95-th percentile | 1.841829281 |
| Maximum | 3.130761486 |
| Range | 5.289884819 |
| Interquartile range (IQR) | 1.42329308 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 3.067660317e+14 |
| Kurtosis | 0.08359617892 |
| Mean | 3.260007687e-15 |
| Median Absolute Deviation (MAD) | 0.7212996868 |
| Skewness | 0.4706065778 |
| Sum | 2.734168447e-11 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.2669737921 | 4 | < 0.1% | |
| -0.9211295212 | 3 | < 0.1% | |
| -0.26165451 | 3 | < 0.1% | |
| 0.6675101118 | 3 | < 0.1% | |
| -0.6527784955 | 3 | < 0.1% | |
| 0.05122415819 | 3 | < 0.1% | |
| -0.463778693 | 3 | < 0.1% | |
| -0.2689609818 | 3 | < 0.1% | |
| -0.4944853754 | 3 | < 0.1% | |
| 1.992292499 | 2 | < 0.1% | |
| Other values (8196) | 8357 | 99.6% |
| Value | Count | Frequency (%) | |
| -2.159123333 | 1 | < 0.1% | |
| -2.158047053 | 1 | < 0.1% | |
| -2.150601804 | 1 | < 0.1% | |
| -2.150189946 | 1 | < 0.1% | |
| -2.138332132 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.130761486 | 1 | < 0.1% | |
| 3.1257549 | 1 | < 0.1% | |
| 3.103569185 | 1 | < 0.1% | |
| 3.099418597 | 1 | < 0.1% | |
| 3.09486262 | 1 | < 0.1% |
dist_to_Upper
Real number (ℝ)
| Distinct | 8367 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.482591854e-16 |
|---|---|
| Minimum | -2.755293625 |
| Maximum | 6.538089752 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -2.755293625 |
|---|---|
| 5-th percentile | -1.073267993 |
| Q1 | -0.6506862493 |
| median | -0.2615118036 |
| Q3 | 0.3525056408 |
| 95-th percentile | 2.043118492 |
| Maximum | 6.538089752 |
| Range | 9.293383376 |
| Interquartile range (IQR) | 1.00319189 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | 6.745346799e+15 |
| Kurtosis | 4.406603193 |
| Mean | 1.482591854e-16 |
| Median Absolute Deviation (MAD) | 0.4620529474 |
| Skewness | 1.744119572 |
| Sum | 1.243449788e-12 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -0.7073531844 | 2 | < 0.1% | |
| -0.2506686582 | 2 | < 0.1% | |
| -0.8618147746 | 2 | < 0.1% | |
| -0.9617342829 | 2 | < 0.1% | |
| -0.3277380426 | 2 | < 0.1% | |
| -0.6874098524 | 2 | < 0.1% | |
| -0.1792492169 | 2 | < 0.1% | |
| 0.02878741185 | 2 | < 0.1% | |
| -0.6869599923 | 2 | < 0.1% | |
| -0.2117416202 | 2 | < 0.1% | |
| Other values (8357) | 8367 | 99.8% |
| Value | Count | Frequency (%) | |
| -2.755293625 | 1 | < 0.1% | |
| -2.488283815 | 1 | < 0.1% | |
| -2.198682305 | 1 | < 0.1% | |
| -2.170215197 | 1 | < 0.1% | |
| -2.098704884 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6.538089752 | 1 | < 0.1% | |
| 6.347580659 | 1 | < 0.1% | |
| 6.272290143 | 1 | < 0.1% | |
| 6.249154306 | 1 | < 0.1% | |
| 6.219110861 | 1 | < 0.1% |
dist_to_Lower
Real number (ℝ)
| Distinct | 8367 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.794197173e-17 |
|---|---|
| Minimum | -4.810868933 |
| Maximum | 2.287398253 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.5 KiB |
Quantile statistics
| Minimum | -4.810868933 |
|---|---|
| 5-th percentile | -2.057856017 |
| Q1 | -0.3463234687 |
| median | 0.24960335 |
| Q3 | 0.6521399689 |
| 95-th percentile | 1.092709062 |
| Maximum | 2.287398253 |
| Range | 7.098267185 |
| Interquartile range (IQR) | 0.9984634376 |
Descriptive statistics
| Standard deviation | 1.000059621 |
|---|---|
| Coefficient of variation (CV) | -1.283082272e+16 |
| Kurtosis | 3.502284152 |
| Mean | -7.794197173e-17 |
| Median Absolute Deviation (MAD) | 0.4613213135 |
| Skewness | -1.656926478 |
| Sum | -6.536993169e-13 |
| Variance | 1.000119246 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.05817715416 | 2 | < 0.1% | |
| 0.8661299503 | 2 | < 0.1% | |
| 0.4677395012 | 2 | < 0.1% | |
| 0.4058788776 | 2 | < 0.1% | |
| -0.07003906276 | 2 | < 0.1% | |
| 0.04818271529 | 2 | < 0.1% | |
| 0.4687836435 | 2 | < 0.1% | |
| 0.4617912881 | 2 | < 0.1% | |
| 0.7618079748 | 2 | < 0.1% | |
| 0.5493404498 | 2 | < 0.1% | |
| Other values (8357) | 8367 | 99.8% |
| Value | Count | Frequency (%) | |
| -4.810868933 | 1 | < 0.1% | |
| -4.781902101 | 1 | < 0.1% | |
| -4.766017747 | 1 | < 0.1% | |
| -4.684469359 | 1 | < 0.1% | |
| -4.677802294 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2.287398253 | 1 | < 0.1% | |
| 2.217094324 | 1 | < 0.1% | |
| 2.189276643 | 1 | < 0.1% | |
| 2.111000679 | 1 | < 0.1% | |
| 2.056461261 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Date | Open | High | Low | Close | ret | ma_8 | sd_8 | ma_40 | sd_40 | dayofweek | ret_1 | ret_2 | ret_3 | ret_4 | ret_5 | ret_6 | ret_7 | ma_20 | 20dSTD | Upper | Lower | dist_to_Upper | dist_to_Lower | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2018-09-11 | 1.945619 | 1.967817 | 1.980390 | 1.992650 | 0.959420 | 0.099155 | -0.638005 | -1.004467 | 1.018777 | 1 | 0.481853 | -0.473662 | -0.354087 | -0.115259 | -0.353864 | 0.362278 | -0.234557 | 1.950930 | -0.284270 | 1.875478 | 2.015570 | -0.485591 | -0.142794 |
| 1 | 2018-09-11 | 1.991810 | 1.990874 | 2.020938 | 2.009977 | 0.362116 | 0.316579 | -0.640377 | -0.607448 | 0.915737 | 1 | 0.959297 | 0.481876 | -0.473631 | -0.354031 | -0.115186 | -0.353904 | 0.362277 | 1.959898 | -0.413323 | 1.873124 | 2.036331 | -0.622268 | -0.121503 |
| 2 | 2018-09-11 | 2.003358 | 2.036987 | 2.020938 | 2.073509 | 1.435830 | 0.707769 | -0.294599 | 0.465791 | 0.126127 | 1 | 0.361988 | 0.959315 | 0.481900 | -0.473576 | -0.353957 | -0.115228 | -0.353906 | 1.970890 | -0.420246 | 1.883234 | 2.048167 | -0.990383 | -0.491250 |
| 3 | 2018-09-11 | 2.049548 | 2.123450 | 2.084655 | 2.148592 | 2.030975 | 1.576792 | 0.066326 | 0.644071 | 0.242196 | 1 | 1.435712 | 0.362011 | 0.959336 | 0.481963 | -0.473502 | -0.353997 | -0.115229 | 1.985354 | -0.263860 | 1.910756 | 2.048847 | -1.314898 | -1.020923 |
| 4 | 2018-09-11 | 2.147703 | 2.209913 | 2.177335 | 2.189022 | 0.837493 | 1.923954 | -0.004028 | 0.643508 | 0.242007 | 1 | 2.030863 | 1.435725 | 0.362037 | 0.959403 | 0.482034 | -0.473541 | -0.353998 | 2.003001 | -0.139748 | 1.938604 | 2.055678 | -1.397171 | -1.261103 |
| 5 | 2018-09-11 | 2.182346 | 2.158035 | 2.084655 | 2.096612 | -1.780731 | 1.404079 | 0.613108 | 0.565095 | 0.299513 | 1 | 0.837369 | 2.030870 | 1.435744 | 0.362098 | 0.959472 | 0.481987 | -0.473542 | 2.009365 | -0.079335 | 1.949993 | 2.056733 | -0.676532 | -0.596019 |
| 6 | 2018-09-11 | 2.095739 | 2.060044 | 2.015145 | 1.992650 | -2.140467 | 0.796681 | 1.178338 | 0.387071 | 0.429496 | 1 | -1.780878 | 0.837388 | 2.030884 | 1.435814 | 0.362170 | 0.959421 | 0.481986 | 2.009365 | -0.079335 | 1.949993 | 2.056733 | 0.043258 | 0.143934 |
| 7 | 2018-09-11 | 1.980262 | 1.944761 | 1.905088 | 1.923342 | -1.189368 | 0.187665 | 1.331954 | 0.188135 | 0.483029 | 1 | -2.140618 | -1.780833 | 0.837410 | 2.030959 | 1.435881 | 0.362124 | 0.959420 | 2.004158 | -0.024579 | 1.949626 | 2.046494 | 0.520517 | 0.565914 |
| 8 | 2018-09-11 | 1.899429 | 1.898647 | 1.916673 | 1.900240 | 0.004129 | -0.160430 | 1.252830 | 0.148227 | 0.481384 | 1 | -1.189510 | -2.140570 | -1.780794 | 0.837475 | 2.031024 | 1.435827 | 0.362123 | 1.998372 | 0.055967 | 1.950913 | 2.033344 | 0.689598 | 0.638748 |
| 9 | 2018-09-11 | 1.893655 | 1.881355 | 1.847163 | 1.871362 | -0.473888 | -0.465058 | 1.245261 | 0.188231 | 0.470964 | 1 | 0.003997 | -1.189471 | -2.140528 | -1.780749 | 0.837545 | 2.030965 | 1.435826 | 1.990562 | 0.163417 | 1.952538 | 2.015707 | 0.901076 | 0.721437 |
Last rows
| Date | Open | High | Low | Close | ret | ma_8 | sd_8 | ma_40 | sd_40 | dayofweek | ret_1 | ret_2 | ret_3 | ret_4 | ret_5 | ret_6 | ret_7 | ma_20 | 20dSTD | Upper | Lower | dist_to_Upper | dist_to_Lower | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8377 | 2020-01-17 | -0.825817 | -0.839336 | -0.875308 | -0.883616 | -1.241558 | -1.302852 | -0.206261 | -0.638020 | -0.902499 | 4 | 0.128556 | -0.245001 | -1.364100 | -0.865991 | -0.244371 | -0.617075 | 0.874075 | -0.713075 | -0.196075 | -0.711271 | -0.709706 | 1.069750 | 1.345543 |
| 8378 | 2020-01-17 | -0.883555 | -0.879685 | -0.886893 | -0.895168 | -0.245233 | -1.710712 | -0.597793 | -0.679584 | -0.901838 | 4 | -1.241700 | 0.128582 | -0.244971 | -1.364052 | -0.865915 | -0.244412 | -0.617076 | -0.723200 | 0.079559 | -0.697449 | -0.744838 | 1.247825 | 1.183034 |
| 8379 | 2020-01-17 | -0.883555 | -0.896978 | -0.939025 | -0.918270 | -0.743956 | -1.756938 | -0.592327 | -0.845656 | -0.886190 | 4 | -0.245367 | -1.241661 | 0.128609 | -0.244914 | -1.363974 | -0.865951 | -0.244414 | -0.734771 | 0.341985 | -0.686170 | -0.780258 | 1.487825 | 1.100745 |
| 8380 | 2020-01-17 | -0.918198 | -0.925799 | -0.921648 | -0.929822 | -0.245368 | -1.757281 | -0.592496 | -0.866563 | -0.885377 | 4 | -0.744094 | -0.245337 | -1.241625 | 0.128669 | -0.244841 | -1.364006 | -0.865953 | -0.747500 | 0.558236 | -0.679986 | -0.812702 | 1.611693 | 0.956963 |
| 8381 | 2020-01-17 | -0.935519 | -0.937327 | -0.933233 | -0.935597 | 0.004129 | -1.440229 | -0.542532 | -0.845881 | -0.884346 | 4 | -0.245501 | -0.744060 | -0.245308 | -1.241576 | 0.128741 | -0.244882 | -1.364008 | -0.760517 | 0.730249 | -0.677884 | -0.841460 | 1.666599 | 0.797748 |
| 8382 | 2020-01-17 | -0.941293 | -0.937327 | -0.915855 | -0.929822 | 0.253715 | -0.850744 | -0.676281 | -0.742229 | -0.879819 | 4 | 0.003997 | -0.245472 | -0.744027 | -0.245251 | -1.241499 | 0.128697 | -0.244883 | -0.773535 | 0.838215 | -0.681285 | -0.864454 | 1.602473 | 0.596465 |
| 8383 | 2020-01-17 | -0.929746 | -0.937327 | -0.915855 | -0.912495 | 0.378441 | -0.623609 | -0.573147 | -0.741904 | -0.879707 | 4 | 0.253586 | 0.004024 | -0.245442 | -0.743974 | -0.245177 | -1.241532 | 0.128696 | -0.785685 | 0.880491 | -0.689485 | -0.880652 | 1.424312 | 0.360310 |
| 8384 | 2020-01-17 | -0.929746 | -0.937327 | -0.910063 | -0.935597 | -0.120642 | -0.714460 | -0.602172 | -0.721331 | -0.880773 | 4 | 0.378313 | 0.253611 | 0.004052 | -0.245385 | -0.743899 | -0.245218 | -1.241533 | -0.799571 | 0.906877 | -0.700740 | -0.897190 | 1.504383 | 0.409543 |
| 8385 | 2020-01-17 | -0.929746 | -0.960384 | -0.921648 | -0.941373 | -0.245413 | -0.351479 | -0.943580 | -0.742236 | -0.879685 | 4 | -0.120775 | 0.378336 | 0.253637 | 0.004111 | -0.245312 | -0.743936 | -0.245219 | -0.813167 | 0.918047 | -0.713021 | -0.912064 | 1.457210 | 0.347045 |
| 8386 | 2020-01-17 | -0.929746 | -0.960384 | -0.933233 | -0.958700 | -0.619725 | -0.487939 | -0.864917 | -0.846223 | -0.865782 | 4 | -0.245546 | -0.120746 | 0.378362 | 0.253698 | 0.004184 | -0.245353 | -0.743937 | -0.828210 | 0.894188 | -0.729720 | -0.925261 | 1.458657 | 0.378444 |